{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import roc_auc_score as AUC\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import LabelEncoder,LabelBinarizer\n",
    "from sklearn.model_selection  import cross_val_score\n",
    "\n",
    "from scipy import stats\n",
    "import seaborn as sns\n",
    "from copy import deepcopy\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "%config InlineBackend.figure_format = 'retina'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('allstate-claims-severity/train.csv') \n",
    "test = pd.read_csv('allstate-claims-severity/test.csv') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 观察数据 看看数据是啥样"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(188318, 132)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>cat1</th>\n",
       "      <th>cat2</th>\n",
       "      <th>cat3</th>\n",
       "      <th>cat4</th>\n",
       "      <th>cat5</th>\n",
       "      <th>cat6</th>\n",
       "      <th>cat7</th>\n",
       "      <th>cat8</th>\n",
       "      <th>cat9</th>\n",
       "      <th>...</th>\n",
       "      <th>cont6</th>\n",
       "      <th>cont7</th>\n",
       "      <th>cont8</th>\n",
       "      <th>cont9</th>\n",
       "      <th>cont10</th>\n",
       "      <th>cont11</th>\n",
       "      <th>cont12</th>\n",
       "      <th>cont13</th>\n",
       "      <th>cont14</th>\n",
       "      <th>loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
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       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>0.718367</td>\n",
       "      <td>0.335060</td>\n",
       "      <td>0.30260</td>\n",
       "      <td>0.67135</td>\n",
       "      <td>0.83510</td>\n",
       "      <td>0.569745</td>\n",
       "      <td>0.594646</td>\n",
       "      <td>0.822493</td>\n",
       "      <td>0.714843</td>\n",
       "      <td>2213.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
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       "      <td>A</td>\n",
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       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>0.438917</td>\n",
       "      <td>0.436585</td>\n",
       "      <td>0.60087</td>\n",
       "      <td>0.35127</td>\n",
       "      <td>0.43919</td>\n",
       "      <td>0.338312</td>\n",
       "      <td>0.366307</td>\n",
       "      <td>0.611431</td>\n",
       "      <td>0.304496</td>\n",
       "      <td>1283.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>0.289648</td>\n",
       "      <td>0.315545</td>\n",
       "      <td>0.27320</td>\n",
       "      <td>0.26076</td>\n",
       "      <td>0.32446</td>\n",
       "      <td>0.381398</td>\n",
       "      <td>0.373424</td>\n",
       "      <td>0.195709</td>\n",
       "      <td>0.774425</td>\n",
       "      <td>3005.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>0.440945</td>\n",
       "      <td>0.391128</td>\n",
       "      <td>0.31796</td>\n",
       "      <td>0.32128</td>\n",
       "      <td>0.44467</td>\n",
       "      <td>0.327915</td>\n",
       "      <td>0.321570</td>\n",
       "      <td>0.605077</td>\n",
       "      <td>0.602642</td>\n",
       "      <td>939.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>0.178193</td>\n",
       "      <td>0.247408</td>\n",
       "      <td>0.24564</td>\n",
       "      <td>0.22089</td>\n",
       "      <td>0.21230</td>\n",
       "      <td>0.204687</td>\n",
       "      <td>0.202213</td>\n",
       "      <td>0.246011</td>\n",
       "      <td>0.432606</td>\n",
       "      <td>2763.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <td>188313</td>\n",
       "      <td>587620</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
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       "      <td>A</td>\n",
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       "      <td>0.242437</td>\n",
       "      <td>0.289949</td>\n",
       "      <td>0.24564</td>\n",
       "      <td>0.30859</td>\n",
       "      <td>0.32935</td>\n",
       "      <td>0.223038</td>\n",
       "      <td>0.220003</td>\n",
       "      <td>0.333292</td>\n",
       "      <td>0.208216</td>\n",
       "      <td>1198.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>188314</td>\n",
       "      <td>587624</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td>0.334270</td>\n",
       "      <td>0.382000</td>\n",
       "      <td>0.63475</td>\n",
       "      <td>0.40455</td>\n",
       "      <td>0.47779</td>\n",
       "      <td>0.307628</td>\n",
       "      <td>0.301921</td>\n",
       "      <td>0.318646</td>\n",
       "      <td>0.305872</td>\n",
       "      <td>1108.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>188315</td>\n",
       "      <td>587630</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
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       "      <td>0.45808</td>\n",
       "      <td>0.47779</td>\n",
       "      <td>0.445614</td>\n",
       "      <td>0.443374</td>\n",
       "      <td>0.339244</td>\n",
       "      <td>0.503888</td>\n",
       "      <td>5762.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>188316</td>\n",
       "      <td>587632</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>0.704364</td>\n",
       "      <td>0.562866</td>\n",
       "      <td>0.34987</td>\n",
       "      <td>0.44767</td>\n",
       "      <td>0.53881</td>\n",
       "      <td>0.863052</td>\n",
       "      <td>0.852865</td>\n",
       "      <td>0.654753</td>\n",
       "      <td>0.721707</td>\n",
       "      <td>1562.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>188317</td>\n",
       "      <td>587633</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>...</td>\n",
       "      <td>0.844563</td>\n",
       "      <td>0.533048</td>\n",
       "      <td>0.97123</td>\n",
       "      <td>0.93383</td>\n",
       "      <td>0.83814</td>\n",
       "      <td>0.932195</td>\n",
       "      <td>0.946432</td>\n",
       "      <td>0.810511</td>\n",
       "      <td>0.721460</td>\n",
       "      <td>4751.72</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>188318 rows × 132 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            id cat1 cat2 cat3 cat4 cat5 cat6 cat7 cat8 cat9  ...     cont6  \\\n",
       "0            1    A    B    A    B    A    A    A    A    B  ...  0.718367   \n",
       "1            2    A    B    A    A    A    A    A    A    B  ...  0.438917   \n",
       "2            5    A    B    A    A    B    A    A    A    B  ...  0.289648   \n",
       "3           10    B    B    A    B    A    A    A    A    B  ...  0.440945   \n",
       "4           11    A    B    A    B    A    A    A    A    B  ...  0.178193   \n",
       "...        ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...       ...   \n",
       "188313  587620    A    B    A    A    A    A    A    A    B  ...  0.242437   \n",
       "188314  587624    A    A    A    A    A    B    A    A    A  ...  0.334270   \n",
       "188315  587630    A    B    A    A    A    A    A    B    B  ...  0.345883   \n",
       "188316  587632    A    B    A    A    A    A    A    A    B  ...  0.704364   \n",
       "188317  587633    B    A    A    B    A    A    A    A    A  ...  0.844563   \n",
       "\n",
       "           cont7    cont8    cont9   cont10    cont11    cont12    cont13  \\\n",
       "0       0.335060  0.30260  0.67135  0.83510  0.569745  0.594646  0.822493   \n",
       "1       0.436585  0.60087  0.35127  0.43919  0.338312  0.366307  0.611431   \n",
       "2       0.315545  0.27320  0.26076  0.32446  0.381398  0.373424  0.195709   \n",
       "3       0.391128  0.31796  0.32128  0.44467  0.327915  0.321570  0.605077   \n",
       "4       0.247408  0.24564  0.22089  0.21230  0.204687  0.202213  0.246011   \n",
       "...          ...      ...      ...      ...       ...       ...       ...   \n",
       "188313  0.289949  0.24564  0.30859  0.32935  0.223038  0.220003  0.333292   \n",
       "188314  0.382000  0.63475  0.40455  0.47779  0.307628  0.301921  0.318646   \n",
       "188315  0.370534  0.24564  0.45808  0.47779  0.445614  0.443374  0.339244   \n",
       "188316  0.562866  0.34987  0.44767  0.53881  0.863052  0.852865  0.654753   \n",
       "188317  0.533048  0.97123  0.93383  0.83814  0.932195  0.946432  0.810511   \n",
       "\n",
       "          cont14     loss  \n",
       "0       0.714843  2213.18  \n",
       "1       0.304496  1283.60  \n",
       "2       0.774425  3005.09  \n",
       "3       0.602642   939.85  \n",
       "4       0.432606  2763.85  \n",
       "...          ...      ...  \n",
       "188313  0.208216  1198.62  \n",
       "188314  0.305872  1108.34  \n",
       "188315  0.503888  5762.64  \n",
       "188316  0.721707  1562.87  \n",
       "188317  0.721460  4751.72  \n",
       "\n",
       "[188318 rows x 132 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First 20 columns: ['id', 'cat1', 'cat2', 'cat3', 'cat4', 'cat5', 'cat6', 'cat7', 'cat8', 'cat9', 'cat10', 'cat11', 'cat12', 'cat13', 'cat14', 'cat15', 'cat16', 'cat17', 'cat18', 'cat19']\n",
      "Last 20 columns: ['cat112', 'cat113', 'cat114', 'cat115', 'cat116', 'cont1', 'cont2', 'cont3', 'cont4', 'cont5', 'cont6', 'cont7', 'cont8', 'cont9', 'cont10', 'cont11', 'cont12', 'cont13', 'cont14', 'loss']\n"
     ]
    }
   ],
   "source": [
    "print('First 20 columns:',list(train.columns[:20]))\n",
    "print('Last 20 columns:',list(train.columns[-20:]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    观察得到：一共有object类型属性116个，float64属性15个，int64属性1个，其中id是int64，loss赔偿是float64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>cont1</th>\n",
       "      <th>cont2</th>\n",
       "      <th>cont3</th>\n",
       "      <th>cont4</th>\n",
       "      <th>cont5</th>\n",
       "      <th>cont6</th>\n",
       "      <th>cont7</th>\n",
       "      <th>cont8</th>\n",
       "      <th>cont9</th>\n",
       "      <th>cont10</th>\n",
       "      <th>cont11</th>\n",
       "      <th>cont12</th>\n",
       "      <th>cont13</th>\n",
       "      <th>cont14</th>\n",
       "      <th>loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>188318.000000</td>\n",
       "      <td>188318.000000</td>\n",
       "      <td>188318.000000</td>\n",
       "      <td>188318.000000</td>\n",
       "      <td>188318.000000</td>\n",
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       "      <td>188318.000000</td>\n",
       "      <td>188318.000000</td>\n",
       "      <td>188318.000000</td>\n",
       "      <td>188318.000000</td>\n",
       "      <td>188318.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>294135.982561</td>\n",
       "      <td>0.493861</td>\n",
       "      <td>0.507188</td>\n",
       "      <td>0.498918</td>\n",
       "      <td>0.491812</td>\n",
       "      <td>0.487428</td>\n",
       "      <td>0.490945</td>\n",
       "      <td>0.484970</td>\n",
       "      <td>0.486437</td>\n",
       "      <td>0.485506</td>\n",
       "      <td>0.498066</td>\n",
       "      <td>0.493511</td>\n",
       "      <td>0.493150</td>\n",
       "      <td>0.493138</td>\n",
       "      <td>0.495717</td>\n",
       "      <td>3037.337686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>169336.084867</td>\n",
       "      <td>0.187640</td>\n",
       "      <td>0.207202</td>\n",
       "      <td>0.202105</td>\n",
       "      <td>0.211292</td>\n",
       "      <td>0.209027</td>\n",
       "      <td>0.205273</td>\n",
       "      <td>0.178450</td>\n",
       "      <td>0.199370</td>\n",
       "      <td>0.181660</td>\n",
       "      <td>0.185877</td>\n",
       "      <td>0.209737</td>\n",
       "      <td>0.209427</td>\n",
       "      <td>0.212777</td>\n",
       "      <td>0.222488</td>\n",
       "      <td>2904.086186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>0.001149</td>\n",
       "      <td>0.002634</td>\n",
       "      <td>0.176921</td>\n",
       "      <td>0.281143</td>\n",
       "      <td>0.012683</td>\n",
       "      <td>0.069503</td>\n",
       "      <td>0.236880</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035321</td>\n",
       "      <td>0.036232</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0.179722</td>\n",
       "      <td>0.670000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>147748.250000</td>\n",
       "      <td>0.346090</td>\n",
       "      <td>0.358319</td>\n",
       "      <td>0.336963</td>\n",
       "      <td>0.327354</td>\n",
       "      <td>0.281143</td>\n",
       "      <td>0.336105</td>\n",
       "      <td>0.350175</td>\n",
       "      <td>0.312800</td>\n",
       "      <td>0.358970</td>\n",
       "      <td>0.364580</td>\n",
       "      <td>0.310961</td>\n",
       "      <td>0.311661</td>\n",
       "      <td>0.315758</td>\n",
       "      <td>0.294610</td>\n",
       "      <td>1204.460000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>294539.500000</td>\n",
       "      <td>0.475784</td>\n",
       "      <td>0.555782</td>\n",
       "      <td>0.527991</td>\n",
       "      <td>0.452887</td>\n",
       "      <td>0.422268</td>\n",
       "      <td>0.440945</td>\n",
       "      <td>0.438285</td>\n",
       "      <td>0.441060</td>\n",
       "      <td>0.441450</td>\n",
       "      <td>0.461190</td>\n",
       "      <td>0.457203</td>\n",
       "      <td>0.462286</td>\n",
       "      <td>0.363547</td>\n",
       "      <td>0.407403</td>\n",
       "      <td>2115.570000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>440680.500000</td>\n",
       "      <td>0.623912</td>\n",
       "      <td>0.681761</td>\n",
       "      <td>0.634224</td>\n",
       "      <td>0.652072</td>\n",
       "      <td>0.643315</td>\n",
       "      <td>0.655021</td>\n",
       "      <td>0.591045</td>\n",
       "      <td>0.623580</td>\n",
       "      <td>0.566820</td>\n",
       "      <td>0.614590</td>\n",
       "      <td>0.678924</td>\n",
       "      <td>0.675759</td>\n",
       "      <td>0.689974</td>\n",
       "      <td>0.724623</td>\n",
       "      <td>3864.045000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>587633.000000</td>\n",
       "      <td>0.984975</td>\n",
       "      <td>0.862654</td>\n",
       "      <td>0.944251</td>\n",
       "      <td>0.954297</td>\n",
       "      <td>0.983674</td>\n",
       "      <td>0.997162</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.980200</td>\n",
       "      <td>0.995400</td>\n",
       "      <td>0.994980</td>\n",
       "      <td>0.998742</td>\n",
       "      <td>0.998484</td>\n",
       "      <td>0.988494</td>\n",
       "      <td>0.844848</td>\n",
       "      <td>121012.250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id          cont1          cont2          cont3  \\\n",
       "count  188318.000000  188318.000000  188318.000000  188318.000000   \n",
       "mean   294135.982561       0.493861       0.507188       0.498918   \n",
       "std    169336.084867       0.187640       0.207202       0.202105   \n",
       "min         1.000000       0.000016       0.001149       0.002634   \n",
       "25%    147748.250000       0.346090       0.358319       0.336963   \n",
       "50%    294539.500000       0.475784       0.555782       0.527991   \n",
       "75%    440680.500000       0.623912       0.681761       0.634224   \n",
       "max    587633.000000       0.984975       0.862654       0.944251   \n",
       "\n",
       "               cont4          cont5          cont6          cont7  \\\n",
       "count  188318.000000  188318.000000  188318.000000  188318.000000   \n",
       "mean        0.491812       0.487428       0.490945       0.484970   \n",
       "std         0.211292       0.209027       0.205273       0.178450   \n",
       "min         0.176921       0.281143       0.012683       0.069503   \n",
       "25%         0.327354       0.281143       0.336105       0.350175   \n",
       "50%         0.452887       0.422268       0.440945       0.438285   \n",
       "75%         0.652072       0.643315       0.655021       0.591045   \n",
       "max         0.954297       0.983674       0.997162       1.000000   \n",
       "\n",
       "               cont8          cont9         cont10         cont11  \\\n",
       "count  188318.000000  188318.000000  188318.000000  188318.000000   \n",
       "mean        0.486437       0.485506       0.498066       0.493511   \n",
       "std         0.199370       0.181660       0.185877       0.209737   \n",
       "min         0.236880       0.000080       0.000000       0.035321   \n",
       "25%         0.312800       0.358970       0.364580       0.310961   \n",
       "50%         0.441060       0.441450       0.461190       0.457203   \n",
       "75%         0.623580       0.566820       0.614590       0.678924   \n",
       "max         0.980200       0.995400       0.994980       0.998742   \n",
       "\n",
       "              cont12         cont13         cont14           loss  \n",
       "count  188318.000000  188318.000000  188318.000000  188318.000000  \n",
       "mean        0.493150       0.493138       0.495717    3037.337686  \n",
       "std         0.209427       0.212777       0.222488    2904.086186  \n",
       "min         0.036232       0.000228       0.179722       0.670000  \n",
       "25%         0.311661       0.315758       0.294610    1204.460000  \n",
       "50%         0.462286       0.363547       0.407403    2115.570000  \n",
       "75%         0.675759       0.689974       0.724623    3864.045000  \n",
       "max         0.998484       0.988494       0.844848  121012.250000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    可以看到此数据已经被缩放，均值基本喂0.5\n",
    "    数据已经进行了预处理，我们拿到的特征数据。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 查看缺失值\n",
    "    大多情况，我们都需要对数据进行缺失值处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(train).values.any()\n",
    "#False 表示没有缺失值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 连续值与离散值。数据特征观察"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 188318 entries, 0 to 188317\n",
      "Columns: 132 entries, id to loss\n",
      "dtypes: float64(15), int64(1), object(116)\n",
      "memory usage: 189.7+ MB\n"
     ]
    }
   ],
   "source": [
    "train.info()\n",
    "\n",
    "#类型以及数量：float64(15), int64(1), object(116"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "离散特征Categorical: 116 features\n"
     ]
    }
   ],
   "source": [
    "cat_features = list(train.select_dtypes(include=['object']))\n",
    "print('离散特征Categorical: {} features'.format(len(cat_features)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "连续特征Continuous: 14 features\n"
     ]
    }
   ],
   "source": [
    "cont_features = [cont for cont in list(train.select_dtypes(include=['float64','int64'])) if cont not in ['loss','id']]\n",
    "print('连续特征Continuous: {} features'.format(len(cont_features)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A column of int64:['id']\n"
     ]
    }
   ],
   "source": [
    "id_col = list(train.select_dtypes(include=['int64']))\n",
    "print('A column of int64:{}'.format(id_col))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 类别值中属性的个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: FutureWarning: from_items is deprecated. Please use DataFrame.from_dict(dict(items), ...) instead. DataFrame.from_dict(OrderedDict(items)) may be used to preserve the key order.\n",
      "  \"\"\"\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cat_name</th>\n",
       "      <th>unique_values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>cat1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>cat2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>cat3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>cat4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>cat5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  cat_name  unique_values\n",
       "0     cat1              2\n",
       "1     cat2              2\n",
       "2     cat3              2\n",
       "3     cat4              2\n",
       "4     cat5              2"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#统计类别属性中不同类别的个数\n",
    "cat_uniques=[]\n",
    "for cat in cat_features:    \n",
    "    cat_uniques.append(len(train[cat].unique())) \n",
    "uniq_values_in_categories = pd.DataFrame.from_items([('cat_name',cat_features),('unique_values',cat_uniques)])\n",
    "\n",
    "uniq_values_in_categories.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(7, 71, 'Binary features')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 331,
       "width": 953
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1, ax2) = plt.subplots(1,2)\n",
    "fig.set_size_inches(16,5)\n",
    "\n",
    "ax1.hist(uniq_values_in_categories.unique_values, bins=50)\n",
    "ax1.set_title('Amount of categorical features with X distinct values')#离散特征值分布情况\n",
    "ax1.set_xlabel('Distinct values in a feature')\n",
    "ax1.set_ylabel('F eatures')\n",
    "ax1.annotate('A  feature  with  326  vals', xy=(322, 2), xytext=(200,  38),arrowprops=dict(facecolor='black'))\n",
    "\n",
    "ax2.set_xlim(2,30)\n",
    "ax2.set_title('Zooming in the [0,30] part of left histogram')\n",
    "ax2.set_xlabel('Distinct values in a feature')\n",
    "ax2.set_ylabel('F eatures')\n",
    "ax2.grid(True)\n",
    "ax2.hist(uniq_values_in_categories[uniq_values_in_categories.unique_values<=30].unique_values, bins=30)\n",
    "ax2.annotate('Binary features', xy=(3, 71), xytext=(7, 71), arrowprops=dict(facecolor='black'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    正如我们所看到的，大部分的分类特征（72/116）是二值的，绝大多数特征（88/116）有四个值，其中有一个具有326个值的特征（一天的数量？）。\n",
    "    \n",
    "    \n",
    "## 赔偿值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train['id']个数: 188318\n"
     ]
    },
    {
     "data": {
      "image/png": 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yiit06vi+Cgkxyi+tctfjnTO5v7KKK3T+EQP0+YZ0rU2uzn9Pm9BXL1w5TaNqPXPW9rczxmrmiF5akZitQ0Xl7vP68qMH697zJ2nF3hz96rU1jW5b2/u/n6mIsBD98r9r3PURUnXZb87YPjp3Sn/trnnGySqu0Ocb0pVTUqktaQWaM7a3bjtrnBbtzNSzixIVGmK07cBPefytZ47Vb44drpMeX1ynPL7g5hMUF9VFl7+yyl0GGxEf4y4nXjVziI4f3VtvrdyvlUk5On/qAN13wST968tt+mh9WoPPcO6U/vp6c4biu3bRwpvnKC46vE65sLYlf5uj9PwyXfHKap0zpb/+cc4EHSos1zdbMvTy0iQdPbynnrtimmY80PAZbe+DZ2vhjkPakl6gy44eoj7dIpv9fuF7xrIsu9MALxljXpb0O0m/syzr1Ubef0DSHZLusCzroSb24zFYPG3atOj16z29jeYs3Z2lX762RqEhRt/ddLx6xUQoPb9MkwbGNbp+7cJjU254J8F9I+0Z00XL/36yojy03HW6LFmWpbCaymKH06Ww0BCVVzn1+vJkhYZIv549XF3Cfuotm11coW6RYYoI87418LytB/X0wj264ujBuuKYoQpt5nO8vHSv3l2dojlj++hXs4fpzs+2aMXeHH10/SzNGNawFWSV06VdB4s0qk9X7cgo1IXPr5BUXcn7wDfVD3KnTeirl6+ert2HijWyd4zCQkNkWZb255Tq8fm7NL5/rP44Z6SMqU5bWl6pIsJC9ds317ofSAd2j9J3fz1BXSN+ajuTWViuV5YlaWy/WP18uudWaQcLylVcUaVRfbpJkvvB7HCv0cMVmzFdwtSraxfF1DvG/d/sUM+YLrrznPHuyn1Jyiup1OyHF6msyqkHLpykvt0idf3b69U9Otx9Y26MZVkyxqjC4VR4SIhX51Z9lQ6XOzDe3Hqfb0xXt4gwnTmpn3v9rekFKq10asawHjLGyOF0KSW3VL1iIhQRHqLI8Na3OK9wON3naGZRuU55fImKKhxa9H8nqqjcoblbM5RfUqX/O32M+sR6X6iodLh0sKDcXdFRVunUR+tT1btrhM6c1E8ZBeXqGhmmqPDQOr/TYR+uS9XS3Vk6b+oAhYYYdY0I01HDejZ7TUhSeZXT/Z1UOlzKLq7Q5a+s0v6c0kaDn56s2Jutjan5Omdyf21NL9Rxo+IVFx2uKqdL9361XR+tT9Uzlx2pUX26akTvn1rFHj5nJGl1Uo7mbTuoy2YM0dh+3bw6rjef76tNBzS4Z7TmbzuklNxS/fPcCYrv1kU5xZUa3DPa47afrE/TZxvS9buait/G/P5/6zR/+yENj4/RwptPbPScX7I7S//34UZNGhin1341w73OnkNFCgkxGhAXpYOF5RrWK7rBeV/pcOnSl1ZqY2q+fjVrqG48ZbSqnJaiwkPVNTJM328/qJ4xEQ1acueWVOp/K5M1vn+szpjYsHdndnGFVifl6sSxvdU1IkyWZWlPZrGyiip0y0ebNGdsHz100WT3+oXlVUrOLtHkgXEer83yKqc2puYru7hCP+7JVkJKno4e3lO/nj1csZFh+t/K/Zo6uLuOGdFTFz+/Qnsyi3X86HhNGBCrm04ZowqHU92jf2qpX1Lh0PnPLXc/XCy+ZY6G9IzWvV9vV1pemf557gQN6RUty7J0wXPLtSmtQAO7R+mHW+bUub805eP1abrlo026eNog3XXOeKXllalbZJhWJeVoYI+oZqd3OHz+3vPVNr2+PFlhIUar7zhFvbpGNFhPkoorHNp1sEjThvRocK54ez9uSqXDpd+/tU5peWV66hdHeLz315dZWK7LXlmlpKwS9YuN1Ld/OV49fNRr4q2VyXpjRbJ+f8II/WJG3d72mUXlWrgjUyeO6a3+cZF1zq22fB+JmcUa1CNKJRUOWZLiu0bo04Q0FZRV6fKjh7TpPiBV3yNX78vR8aN7u++rh/MCSbp42iCdO6W/Thr3U8OgrekFemTeTh09rKf+fMpoj/u+9KWVWrMvV7+aNVT3nD9J+7JLVFrp0MQB3v2WnlhWdXmgX2yk0vPLNKF/bINrObOwXG+sSNaUmkqnxuQUV+imDzZq2Z5sGSMNiIvSl386ts45vzktX10jwurk9fXTUvvYlmWpsLy6IdzS3VnaebBIcVHh+uQPszWqz0/7qN0QobnP6imfcros972x0uFSen6ZhsfHNLpNpcOl0BBT517amvPSsiw9vXCPPl6fpkcvnqLZo+IbrJOcXaILn18up8vSR9fP9ngPzCwqV3pemeK7RqhfXGSd78PT5y6vcioiLMT93kPf7tBLS5I0Ij5G3950fJNl77JKpxbsOKQjh3TXoB6e75eHvbkiWXd/uU2S9PH1s3TUsJ4qqXDoq00H1KtrhLamF+hAfpluOWOs9ueUav62g7ruxJF1Rnep/TkqHE6t3Jujo4b1dJeTHU6XMgrK69y/P1mfprs+36rZI3vp1V8d1WwZMqOgTD2iuyi7uEJfbjqgU8ZVV7Au25Ol375Z3WDjkz/M1vShPeps53RZuuGdBK3al6Nv/3K8+sdFKbekUrd+vEnFFQ7dc96kFpVftqQV6JOENIWHGp0zZYCmDopThcOliLAQrdufp1eWJrnzlRW3ndxoPrkvp0Qj4mNkjFFxhaPO88Rh5VVOXfnqamXkl+mFq6Zr6uDucros/fr1NdqRUajHLpmqk2o1ZGxvW9MLtC+7RKdP7FudjtfWKru4Qs9fVd1ANr+0Ug/N3amYiDD9/ayx7nP07VX73Y1Cl/xtjob2atjzMzGzSL27RSopq1jPLkrUyeP76Iqjh2hvVrGG9orR+v15emvlfl145ECN7ddN9329XYN6ROuuc8YrJMSorNKpLmEhCg0x7nPR5bK0fG+2IsNDNbRXtD5en6b4rhE6kF+mU8f39fpe662bP9yohTsyde/5ExUVHqrs4kpdNG1gm+9dUvX1df3b67U2OU8PXzRZp9crI76zer/u/mKbThrXRy9eNd2d/5VVOvXXDzaqoKxKj10yRbFR4br7i21asOOQfnPscI3s01XHjuzVoPxz2JLdWdqZUajLZgxxP0dWOlzqEhZSJ1+u78pXV2l5YnVDrqOG9lBJpVOWJf32uGHu59/W2n2oSF1CQzTMix7ELpelx+fvkjHS9SeOVLfIhs/Cbyzfp39/v1uXzRisO8+ZIKn6e1u9L0fHDO/lPq+k6nqJBdszddNpozV7ZHyD/DurqEKxUdV1IyUVDsVEhKmkwqHw0JAGZdzDZUxP+d5nG9J0+6dbNGNYT/3vN0fLGKPSSoc+SUjXsF7R7rJuUlaxHpm3U+P7x+qmU8fU2YfTZWnxrkx3/njzaWP055NHybKkkBCjSodLX246oLiocJ06vo87MNY/LtJdJ3TYtgMFmrslQxccMVCj+3r+DaucLrksS11CQxr9bN7cj9fsy9XzixN13QkjNWtkL4/rJWUV640VyTpuVLz7mrAsS5vSCvTMwj2KiwrXQxdNbnAN5pVUuhtJnTWpn164arpyau4rs0fG17kfbE7LV1hIiCYMiFVuSaX+/F6CHE5L/7n8SHe9QXlV9T13TN9u2ptZrLs+36rTJ/bVQxdNce/nrZXJemd1igZ0j9LlRw/RaRP6NvkdNMblsrQhNU9j+8W67xkrErO17UChLj1qsPsatSxLN32wUV9sPKATxvTW45dMqRM4sSzLfQ54I6OgTM//sFdj+3XTVTOHSqr+nbcfKNTEAbF69odEHSos182nja1TLigordL87Qd17pQBHusg6yutdCjEmGbzzfIqp77bdlB3frZVM0f00iu/nC5jqvP/9fvzVFTh0LEj43Xbp5uVkV+uBy+arOH18ozMonIlZZXomOE9VeFwaeGOTE0ZFOexniExs0inPrHU/f8nfzFVp0/op+guoc2WX2p7asFuVTlduva4Ec0+t72weK+eWbhHd507XlceM9Sd/0rV13dyTVmivMolS5aiu4TJ6bJUXOFw90xOzy/TTe9vcAc6rz9xpK6aOURLd2drztje6hcbqdS8Ug3p2bBO47C8kkoVVzjUPTpcDqdVJ91Ol6VVSTmK7hKqAd2jtD2jUCv35ujqmUObrLOpraC0Sl0jw5RTXKGs4gqN6xer0kqHNqUWqH/3SC3ZlaUzJ/XTgO5R7m2Ssoo1qEd0g7w1r6TS4/eaU1yhzekFmtg/1mO9X05xhf6zKFH94yL1+xNGNHj2qf3/j9en6fZPN2t8/1h9+ofZDfLNw8qrnMoqqqjzfRSUVimqS6g7/RUOp1JzS3Xes8tVWunU8aPj3Xm/w+lSpdOlyLDQNtU7WJYlh8uq8xyyN6tYt32yWQO6R+nxS6a63zucT5RWORstozYms7BcLy9N0th+3TS2XzcVljk0e2SvBmk+/Jxy7Kh4vbF8n15ckqRfzhqqu86d4HHfqbmlGtg9SiEhRsv2ZNXpXLTq9lPUL47gsC9Nnz5dCQkJCZZlTW/JdgSLA4gXweIHJd0u6XbLsh5uxf7XT5s2bRrB4rbZl12iqPBQn2ZylmUpq7hC0V3CvM7gO5vNafkqqXBq5oie2p9TqpVJOTpzYr9WV6i7XJaKKx2KDg/1WBiwU05xhTIKyt0VIK0J6Hd2LX1AChSumh7nne1ztYeSCocW78rS0cN7NjmUeVsDgb4IJAYqb66z8iqnNqXma/rQHrbkpyUVDn29+YAm9I/T5EG+rTTuKC6XJWM8VzaiaQ6nSxtT8zVlUHevGys0xumytC+7RCN7x/j9b1Fe5VR4aIhXDZNaoqzSKWPkk8BIICmvqg6CeFsR2hZNBdTbotLh0tebD6h7dLhOGtunQ8/h2hWfrWVZlhJS8hURFuLzAGBrlFQ49OWmAxrdp6uOaqRha0s1Vpbwl/KFN+eky2VpWWK2+sVG+qxRob9q79/FV/vviPPHX85Rb/hrWms3Dm6LxMwilVW6Aras2x4SUvK0PjlPF08f5PPhqdv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      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 494,
       "width": 965
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "plt.plot(train['id'],train['loss'])\n",
    "print('train[\\'id\\']个数:',len(train['id']))\n",
    "plt.title('Loss values per id')\n",
    "plt.xlabel('id')\n",
    "plt.ylabel('loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    损失值有几个显著的峰值，表示严重事故。这样的数据分布，使得这个功能非常扭曲导致回归表现不佳。\n",
    " 基本上，偏度 度量了实值随机变量的均值分布的不对称性，下面让我们来计算一下loss的偏度："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(3.79492815)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#scipy.stats 统计指标。\n",
    "\n",
    "stats.mstats.skew(train['loss']).data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    #偏度值比1大，说明数据是倾斜的。不利于数据建模。\n",
    "    \n",
    "    我们利用对数变换np.log，使倾斜降低。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(0.0929738)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.mstats.skew(np.log(train['loss'])).data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0evZnG6PsH8yXXtkumiLNbzt/d6/lTTQBsp1p5jR9C3B9kh/SzAu8rDtSsarOS/IKmidFPaZdSLIC+AZwVFX915yuZogkRwKv6Wy6iebm35va15vTtJthbXKqNj+XOu2OUL3HFPl7FqpfDvPbN/9skl2A/YHnt8utSc6gmRP441U11fs1zFza65rqm8+1rU1Vvin75p399sulMeYIXEkaf8PuFKS9Y/XzNJ3dbwOPpZlfY9OqumdV3RN4Qy/5gpd0Ya03m0xV9S5ge+BtNI/Jugq4H3AgcGaSF/Slv4AmoPcM4CjgLFY9yupzNHe6dn9cmLN5rMdhbWWudd/7vrBnVWUay4o5nm+NqKoTaObI3R/4Ik0H7J7AC2ju8j5qDoefTXudTj3VNNL4mSFJkqRx4XfTxij7B/NtqmsZWJ6quhR4NM1jfY8E/otmNOluwMeAnyfZsi/P0cA2wAHAV4BLafpvLwdOT/I3c7qKAZI8iSagdgvNnK1/DqxXVXfptMnTesmHHGZom58iT9ewOu31yy+fZr986TTONRaq6mU0j/J9J82jiW+geWzwO4Bzk8zlcdAzbq/zaKrPv/loa5IWOQO4krR2exSwJc0dentW1ffb+Xy6pnNn5jjr3bG4QZK7TZGu19m73R2OVXVhVb23qvaguYNxN+B7NE+i+FiSu/elv7mqjq+ql1XV/WnudH0TzZ2kDwEOntMV3d5C12P3PZlqXplh+3qP1rn/HMowlqrqyqr6VFXtU1V/BjwA+FS7+6VJnjLDQ86lvfb+nqqO5vrYsEn4zJAkSdLaYRK+m457/2AmeuW59xRpuo/tvU3fvBrfrqrXVdVDaEY5voym/rdl1eOyu3n+t6o+VFVPpxkh+QjgyzQBrXcl+YtZX81gvTlmP11Vh1bV+e1czF3z0TefTZ3+6ZG3Se45hzKMpar6RVUdXFW70Uy38zSaqXs2Ao5ZzSO3B5lLe+09fng2v59M10K3NUmLgAFcSVq79Tp557RzmA7yhDVVmAXyX6y6K3K3QQmSbAI8tH3506kOVlW3VNVy4Kk0j6XZiGYumany/L6qDgOOaDftOq2SN/40D2g6z47ts9D1eAHNyGNo7nq+nSQbsOo97Nebt+VZszh37/rXijtGq+rMqtofOLXd1F/XvbY47Hrm0l57jwB78BSjvB8zZPt0TcJnhiRJktYOk/DddNz7BzPRK9tOSYY9nvdx7foa4OypDlZVl1fVUUBvJO2U/ew2APxjmsDXb2l+1x7Yvx1iOn3TXpsc+HjmJPemGSk5W3Op058AvemcnjmLc681ffOqurGqvsaqIOcWwH06SaZzLXNpr716mqp9zVfffKHamqRFwACuJK3drmzX90myfv/OJLszpJO4tqiqy4CT25dvSTLo/663AOsDVwMn9DYmWXeKQ9/IqsfZrNemv9MUQVaA67rpp+mqzt+bDkmzoPVYVbfSPHIK4HVD7lx9Jbedd6prWbt+WP8jp/sl2axvU+/6h137SKymbcDwup7yeubSXmnm3r2m3feqAWVeB3j9asq9Oov+M0OSJElrjUX/3XQt6B/MxJdoAmd3oZmGpr88G9I8uQrgS1V1S7v9Dm1Zh7ld32uq/lp73N4cobPpm0/VN+21yR2H7H8PcwuAzrpOq2ol8G/ty7cnGTo6M8k6AwLEa2Pf/LrO3926ns61zKq9tr7crp+VZOsBeR/O3D+bFrqtSVoEDOBK0trtB8C1NF9IP5tkC2hGUyZ5Mc2X+0tHWL4pJbnrapbeXZLvoPni/RDg2N7cOEnu3M5789Y23Xurqhsw/WySzyR5YpIlnfNuDRxD02m6Dvh+u+sBNHPvHJBk+14wtw3sPotV8y99c7rXWFVX0MytCvCiIcnWRD3+PU3Qekfg39q7OUmyfpJXtfuvGHIN36Dp/AAcneTQXhnbY2yWZM8kXwEO78v+i3Z9/yQ7zfEa5tMrknwzyXP7rmXTtk0tbTf113Xvel6Q5I5Djj2r9tp2yHuPDfu7JK9pR0aTZCvgOJo5oOZirf7MkCRJ0qKyVn83Xej+7BrqHwCsN41ruUNV/Qo4qlfWJPsn6d0MvT3wHzQjBq8F/q5z/I2B85IclGTHXj+qDew+Hnh3m67b93pPkuOSPD3J5r2NSe6R5Mj2ugv41gyus9eXe3SS+wxJ0zvey5K8uBdcTLJVkmOA5wCXz+CctzEPdfpWmkdObwGckuQZvTpoj/HnSQ4AzuL2TxrrXf8z04z6HhffTnJkksf23guAJA9g1c3kF9M8Trlntb8zzKG9AvwzcB6wAfCNJI9q8yXJE4HjWRWAna0FbWuSFgcDuJK0FmuDg29rX+4N/C7JFTR3I/4jzRfOQ0dUvOn442qWNwNU1Sk0I0RvpbnOXye5jCbg+G6auxL/CXhv3/HXB/YDvgFcmeTyJNcAFwL70IzAfVlVXdLJc3+aDtXZwHVJLqWZ+/Y4YBOaxxb1f7lfnU+36w8kuTrJinY5oL2+Ba/HqjoLeDlNJ/dpwIr2PbwK+AhNB+Tf2+Q3DDjEC9o0dwT+tlfGJFfSdCCPB/56wHnPZdV8w6cmubRz/Y+cyzXNUYDdadrN79p6uZymg9RrU0dV1Ql9+Xp1eQBwdZJftddyWC/BHNorwLto7speBziSpt1eBvwKeDLw4k7aQfU0pUXwmSFJkqRFYhF8N13o/iwscP+g9expXMtWbdoDaQJP6wGfBFa2/aizaW6CvQF4blWd03eOe9P0o89gVT/7RuDbNI+SvYBVN0zTXu+zaEZCXprkyiRXAb8HXtOmeXtV/XwG17kcOB/YHDg7yR86fdPe42yX0Uynsw5NG7y2vb5f0fSJD26vYS5mXadVtQLYg+Ym8W1pbrS+OsklSa4HzqX5PePPWfXo7p7P0bznjwYuSXJRe+3/OcfrmauNaer0uzTXclmS64Cf04xyvRbYt6p6j4+eye8Ms2qv7Vzce9P8G70vTbB8Jc3o6W/QjJZ/V5t8tv/ulrHwbU3SWs4AriSt5arqSJr5T3p3L68D/JLmy97OwMrRlW7+VNUngYfT3Al5Mc3jfq+k+TK+d1U9v++RN9Dcnfpmmi/YFwDr0gQgzwc+Azykqj7XSX8WsBfwCZp5SK6g6UxcBfwnTadil75RvtPxTprHYp1B0zm/d7v86XE/a6Ieq+ozwGNpA9o0nZgzgdfRdNp7d+HebiRuVV1TVc+gmTv4S8BFNHejrkvzw8o/07x3rxxw6mcCH6MJnN+ZVdd/u8ekrUH/DLwU+AJNvd9EU7aLaQLZe1bVy/ozte/hS4Ef0cw/dC+aa7lrX7rZtFeq6kbgKTQdzZ/T/MhzC/BVmro7uZN84Ijp1ZmUzwxJkiSNv0n5bjrO/YOZaOcqfhLwEponWV0LbEgTdPo0sGNVfaUv21U0/cgjaPpRfwSW0ATDfgwcBDy4qn7byfNB4LU0UwGdQ9OPXg/4DU0f7rFV9Z4Zlv0m4PE0gcyLgM1Y1Tddp01zI828y++l+Q3hVpp+37eAp1XVu25/5JmZa5228wDfj+Y3hlNo/o1sSvN0sZ8A7wMeXlXf7cv3S+CvWPV7wD3ba9+S0XoJzb/3k4Ff0/zOAM3nwEeAB1bVSQPyrfZ3hlm2117enwEPovnt6PfAndr14cAjWDUP72z75Qve1iSt/VLVfzOOJEmaNElC04m5F7BbVS0fbYk0SPuIsW8Dv6qqrUdcHEmSJEkjZP9g8bFO1w5JPgc8Hzi0qg4ZcXEkLVKOwJUkSdCMwL0Xzd3RPxpxWTTcm9r1TOZ6kiRJkrQ42T9YfKzTMZdkW5pHfIP1JGkBGcCVJGlCJPmbJK9Jcq8kd2i3bZbkdTRzrgB8rH3MkEYgyR2THJdkjySbdLY/IMlxwBNpHvd85MgKKUmSJGmNsH+w+Fina4ckeyZ5T1svd2q3rZdkT+A7NI96PrWqfjDSgkpa1HyEsiRJEyLJ54HntS9vpJlzaFOa+YSgeUzT06rq+hEUT0CSdWg66z1X0czHtGH7+lbgFVV11JoumyRJkqQ1y/7B4mOdrh2SvAT4VPvyVpq5bjemnS+ZZgqqx1fV+SMonqQJYQBXkqQJkWRnmjlaHg1sQRO8vRI4A/g88Nmqunl0JVQ7F/HLae663hG4O3An4PfA94AjquqnoyuhJEmSpDXF/sHiY52uHZJsDbwEeBxwb+CuwPXAecC/Ax+qqitGVT5Jk8EAriRJkiRJkiRJkiSNCefAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxsc6oC6CpJbkQ2BhYMeKiSJIkSVK/rYGrqmqbURdEk8t+syRJkqQxtjWz6DcbwB1/G2+wwQab77DDDpuPuiA9K1euBGDJkiUjLokWkvU8GaznyWA9TwbreTJYz4vf2lbHZ511Ftddd92oiyGNXb95oa1tnxWaHet5MljPk8F6ngzW82SwnifDfNbzbPvNBnDH34oddthh89NPP33U5fiT5cuXA7B06dKRlkMLy3qeDNbzZLCeJ4P1PBms58Vvbavjhz70ofz0pz9dMepyaOKNXb95oa1tnxWaHet5MljPk8F6ngzW82SwnifDfNbzbPvNzoErSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkSZIkSZI0JgzgSpIkSZIkSZIkSdKYMIArSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkSZIkSZI0JgzgSpIkSZIkSZIkSdKYMIArSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkSZIkSZI0JgzgSpIkSZIkSZIkSdKYMIArSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkSZIkSZI0JgzgSpIkSZIkSZIkSdKYMIArSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkSZIkSZI0JgzgSpIkSZIkSZIkSdKYMIArSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkSZIkSZI0JgzgSpIkSZIkSZIkSdKYWGfUBdDa6ecXXcl+b/2PWeVd8d6nzHNpJEmSJEmSJEmLXQ7NrPPWwTWPJZGkheUIXEmSJEmSJEmSJEkaEwZwJUmSJEmSJEmSJGlMGMCVJEmSJEmSJEmSpDHhHLiSJEmSJEmSJGlRm+38uc6dK2kUHIErSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkSZIkSZI0JgzgSpIkSZIkSZIkSdKYMIArSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkSZIkSZI0JgzgSpIkSZIkSZIkSdKYMIArSZIkSZIkSZIkSWPCAK4kSZIkSZIkSZIkjQkDuJIkSZIkjZkkd0nykiRfTnJekuuSXJnkP5P8vyQD+/NJdk5yQpLLklyb5IwkByS54xTnemGSHyW5uj3H8iRPnSL9BkkOTXJ2kuuT/CHJF5PsMEWeLZMcneR3SW5IsiLJEUk2m9k7I0mSJEmLnwFcSZIkSZLGz97Ap4CdgNOAI4B/Ax4IfBr4YpJ0MyTZE/ge8Fjgy8BHgXWBDwLHDjpJksOAZcAW7fk+D+wIfDXJqwekXw/4FvC3wFXAh4BvA88AfpJkpwF5tgNOB14E/KgtzwXA64AfJrnL9N4SSZIkSZoM64y6AJIkSZIk6XbOAf4a+I+qurW3Mcnf0ARBnwU8kyaoS5KNaQKwtwBLq+on7fZ3AN8B9kry7Ko6tnOsnYEDgfOBh1fV5e32f6AJuB6W5GtVtaJTrjcAuwDHAfv0ypbkC8DxwNFJduyWGfgYcHfgtVX14c75DwdeD7wbePkc3itJkiRJWlQcgStJkiRJ0pipqu9U1Vf7AqFU1e+BT7Qvl3Z27QXcDTi2F7xt018PvL19+Yq+0/SCpu/uBW/bPCtoRu+uRzNqFoB2xG8vz5u7ZauqrwDfB+4P7NrJsy2wO9A7ZtfBwDXAvkk26n8PJEmSJGlSGcCVJEmSJGntclO7vrmz7XHt+hsD0n8PuBbYuX0E8nTyfL0vDcB2wFbAOSocWNQAACAASURBVFV14TTz9P4+cUAweiXwA2BD4JEDjidJkiRJE8lHKEuSJEmStJZIsg7wgvZlN/B633Z9Tn+eqro5yYXAA4BtgbPaEa9/BlxdVRcPONW57Xr76Zxjjnl2b/OcNCQNAElOH7LrfitXrmT58uVTZV9UVq5cCTBR1zyJrOfJYD1PBut5/nxg+w+s8XNOt96s58lgPU+G+azn3rFmal5G4CbZK8mHk3w/yVVJKsnnV5Nn5yQnJLksybVJzkhyQJI7TpHnhUl+lOTqJFcmWZ7kqVOk3yDJoUnOTnJ9kj8k+WKSHabIs2WSo5P8LskNSVYkOSLJZvN5LZIkSZIkzcJ7gQcCJ1TVNzvbN2nXVw7J19u+6SzTr8k8kiRJkjTR5msE7tuBBwFXA78F7jdV4iR7Av8GXA98AbgMeBrwQWAXYO8BeQ4DDmyP/ylgXeDZwFeTvKaqPtKXfj3gW+3xfgJ8CLhXe+ynJHlcVZ3Wl2c74BTg7sBXgF8CjwBeB+yRZJequnSu1yJJkiRJ0kwleS1Nv/iXwL4zzd6ua4b5ZpJ+NueYdp6qeujAAySnL1my5CFLly6dwWnXbr2RAJN0zZPIep4M1vNksJ7nz26H7rbGz1nPmd5XG+t5MljPk2E+63nJkiWzyjdfc+C+nuZxRxsDr5gqYZKNaQKwtwBLq+r/VdWbgAcDPwT2SvLsvjw703RSzwf+oqpeX1WvAh5KEzA9LMnWfad6A00A9Thgp6p6S1U9F9iLZn6do5P0X//HaIK3r62qp1fVW6vqcTTB2PsC757rtUiSJEmSNFNJXkVzY/KZwG5VdVlfkt5I1k0YbOO+dKtLP2jk7EzPMds8kiRJkjTR5iWAW1UnV9W5VTWdW1H2Au4GHFtVP+kc43qakbxw+yDwy9v1u6vq8k6eFcBHgfWAF/W2J0knz5ur6tZOnq8A3wfuD+zaybMtzbw7vWN2HQxcA+zbzhM0l2uRJEmSJGnakhwAfAT4OU3w9vcDkp3drrfv39HOm7sNcDNwAUBVXQNcBNw5yRYDjnefdt2du3boOeY5jyRJkiRNtPkagTsTj2vX3xiw73vAtcDO7SOQp5Pn631pALYDtgLOqaoLp5mn9/eJ3YAvQFWtBH5AM3L3kdMs17BrkSRJkiRpWpK8heapUD+jCd7+YUjS77TrPQbseyxNf/aUqrphmnme1JcGmqdi/RrYPsk208xzcrvevf8pWEmW0Dw56zrg1AHHkyRJkqSJNF9z4M7Efdv17e6uraqbk1wIPADYFjirHfH6Z8DVVXXxgOOd2667d/MOPccc8+ze5jlpdXkGXcuQ4wLNnD1Ddt1v5cqVf3re9jhYuXIl99gA3rjjzbPKP07XouFWrlwJWF+LnfU8GaznyWA9TwbrefFb2+q4V14tjCTvAN4JnA7sPuCxyV3HAe8Dnp3kw72nRCVZH/i7Ns3H+/J8gmYu3YOSHN974lU7RdGrgBuAz/QSV1Ul+QTwHuD9Sfbp3QCdZE/gMTSPeP5uJ8/5SU6k6U+/Cvhw5/yHAhsBn2xHBEuSJEmSGE0Ad9A8Ol297ZvOMv2455EkSZIkaUpJXkgTvL2FZhqg1zazBd3GiqpaBlBVVyV5KU0gd3mSY4HLgL+mufn4OOAL3cxVdUqSw4E3AGckOQ5YF9gH2Bx4TTt1UdfhwFNpphQ6LclJNE/A2pvmKVQv7n+qFfBK4BTgyCSPp7nBeSdgN5obog+a0ZsjSZIkSYvcKAK4q9PrkU5nPt2umaSfzTkWNE9VPXTgAZLTlyxZ8pClS5fO4LQLa/ny5fzqois57H9m13xWPG/p/BZIC6I36mOc2p7mn/U8GaznyWA9TwbrefFb2+p4yZIloy7CYtZ7RPEdgQOGpPkusKz3oqqOT7IrTUD0WcD6wHk0Adojq+p2fdOqOjDJGcCrgf2BW4GfAv9QVV8bkP6GJE8A3go8F3g9cBVwPHBwVZ05IM/5SR5GE5DeA3gycDFwJHDoakYWS5IkSdLEGUUAtzcqdZMh+zfuS7e69INGwc70HGsyjyRJkiRJU6qqQ4BDZpHvBzQB0pnkOQY4ZgbprwMObpfp5vkN8KKZlEuSJEmSJtUdRnDOs9v19v07kqxDc5fxzcAFAO08OBcBd06yxYDj3addd+ehHXqONZVn0LVIkiRJkiRJkiRJ0lRGEcD9TrveY8C+xwIbAqdU1Q3TzPOkvjQA5wO/BrZPss3tswzMc3K73j3Jbd6XJEuAXYDrgFOnWa5h1yJJkiRJkiRJkiRJA40igHsccAnw7HYOHACSrA/8Xfvy4315PtGuD0qyWSfP1sCrgBuAz/S2t/P69PK8vxuQTbIn8BjgTJr5gnp5zgdOBHrH7DoU2Aj4bDsieC7XIkmSJEmSJEmSJEkDzcscuEmeDjy9fXnPdv2oJMvavy+pqjcCVNVVSV5KE/xcnuRY4DLgr4H7ttu/0D1+VZ2S5HDgDcAZSY4D1gX2ATYHXlNVK/qKdTjwVGAv4LQkJwFbAXsD1wIvrqpb+/K8EjgFODLJ44GzgJ2A3WgenXxQX7lmfC2SJEmSJEmSJEmSNMy8BHCBBwMv7Nu2bbsA/Ap4Y29HVR2fZFeagOizgPWB82gCtEe2I2hvo6oOTHIG8Gpgf+BW4KfAP1TV1wakvyHJE4C3As8FXg9cBRwPHFxVZw7Ic347kvadNI9FfjJwMXAkcGhVXTYgz4yvRZIkSZIkSZIkSZIGmZcAblUdAhwywzw/oAmQziTPMcAxM0h/HXBwu0w3z2+AF82wXDO+FkmSJEmSJEmSJk0OzaiLIEljbxRz4EqSJEmSJEmSJEmSBjCAK0mSJEmSJEmSJEljwgCuJEmSJEmSJEmSJI0JA7iSJEmSJEmSJEmSNCYM4EqSJEmSJEmSJEnSmDCAK0mSJEmSJEmSJEljwgCuJEmSJEmSJEmSJI2JdUZdAEmSJEmSJEmSpHGUQzOtdB/Y/gMA7Hbobn/aVgfXgpRJ0uLnCFxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJkiRJkiRpTBjAlSRJkiRJkiRJkqQxYQBXkiRJkiRJkiRJksaEAVxJkiRJkiRJkiRJGhMGcCVJkiRJGjNJ9kry4STfT3JVkkry+SFpl7X7p1pO6suz32rSv3zIuTZIcmiSs5Ncn+QPSb6YZIcprmXLJEcn+V2SG5KsSHJEks3m9i5JkiRJ0uK0zqgLIEmSJEmSbuftwIOAq4HfAvebIu3xwIoh+/YFtgW+PmT/V4CfDdj+k/4NSdYDvgXs0u7/EHAvYG/gKUkeV1Wn9eXZDjgFuHt7rl8CjwBeB+yRZJequnSKa5MkSZKkiWMAV5IkSZKk8fN6msDtecCuwMnDElbV8TRB3NtIsinwZuBGYNmQ7MdX1bB9/d5AE7w9Dtinqm5tz/OF9vxHJ9mxt731MZrg7Wur6sOdsh1Oc43vBgaO9pUkSZKkSeUjlCVJkiRJGjNVdXJVnVtVNYfD7AtsAHypqi6ZS3mShFWB1jd3g7RV9RXg+8D9aYLNvTzbArvTjA7+aN8hDwauAfZNstFcyiZJkiRJi40BXEmSJEmSFqeXtuujpkjz4CQHJHlrkn2TbDkk3XbAVsA5VXXhgP29RzQ/rrOt9/eJfaNyqaqVwA+ADYFHTnURkiRJkjRpfISyJEmSJEmLTJJHATvSBFyHPn6ZZi7arluSfBo4oKqu72y/b7s+Z8hxzm3X288wz+5tnpOmKCMASU4fsut+K1euZPny5as7xKKxcuVKgIm65klkPU8G63kyWM+39YHtPzDqIiyILddv7oPrXp91vvj473kyzGc99441U47AlSRJkiRp8dm/XX9qyP4LgdfQBFk3Av4P8H9pHnf8MuDovvSbtOsrhxyvt33TOeaRJEmSpInnCFxJkiRJkhaRJJvQBGNvBJYNSlNV3wW+29l0LfCvSU4F/ht4TpL3VdV/T/e0vUPPpKgzyVNVDx14kOT0JUuWPGTp0qUzOPXarTcSYJKueRJZz5PBep4M1vNt7XbobqMuwoLojbw98JwD/7StnjOTr0ZaG/jveTLMZz0vWbJkVvkcgStJkiRJ0uLyfJq5Zb9UVZfMJGNV/QY4oX352M6u3mjZTRhs4750s80jSZIkSRPPAK4kSZIkSYvLS9v1J2eZ/4/teqPOtrPb9fYMdp923Z3vdjZ5JEmSJGniGcCVJEmSJGmRSLIT8CDgnKpaPsvD7NSuL+hsOx/4NbB9km0G5HlSu/5OZ9vJ7Xr3JLf5/SHJEmAX4Drg1FmWU5IkSZIWJQO4kiRJkiQtHvu366OmSpTkMQO2JcnbgEcBlwDf6O2rqgI+0b58fzcgm2RP4DHAmXTm1a2q84ETga2BV/Wd7lCaEb6fraprpnNhkiRJkjQp1hl1ASRJkiRJ0m0leTrw9PblPdv1o5Isa/++pKre2JdnY2Af4EbgmNWc4ntJzgF+DFxEM0/tLsADgWuB51XVVX15DgeeCuwFnJbkJGArYO82z4ur6ta+PK8ETgGOTPJ44CyaEb670Tw6+aDVlFOSJEmSJo4BXEmSJEmSxs+DgRf2bdu2XQB+Bbyxb//zaEa1HltVl6zm+IcBjwAeB2wO3ErziOSPAodX1QX9GarqhiRPAN4KPBd4PXAVcDxwcFWdOSDP+UkeBrwT2AN4MnAxcCRwaFVdtppySpIkSdLEMYArSZIkSdKYqapDgENmmOfjwMenmfZNMy8VVNV1wMHtMt08vwFeNJvzSZIkSdIkcg5cSZIkSZIkSZIkSRoTBnAlSZIkSZIkSZIkaUz4CGVJkiRJkiRJkqR5lkMz67x1cM1jSSStbRyBK0mSJEmSJEmSJEljwgCuJEmSJEmSJEmSJI0JA7iSJEmSJEmSJEmSNCacA1eSJEmSJEmSJE3bXOZ2lSStniNwJUmSJEmSJEmSJGlMGMCVJEmSJEmSJEmSpDFhAFeSJEmSJEmSJEmSxoQBXEmSJEmSJEmSJEkaEwZwJUmSJEmSJEmSJGlMGMCVJEmSJEmSJEmSpDFhAFeSJEmSJEmSJEmSxoQBXEmSJEmSJEmSJEkaEwZwJUmSJEmSJEmSJGlMGMCVJEmSJEmSJEmSpDFhAFeSJEmSJEmSJEmSxoQBXEmSJEmSJEmSJEkaEwZwJUmSJEmSJEmSJGlMGMCVJEmSJEmSJEmSpDFhAFeSJEmSJEmSJEmSxoQBXEmSJEmSJEmSJEkaEwZwJUmSJEmSJEmSJGlMGMCVJEmSJEmSJEmSpDFhAFeSJEmSJEmSJEmSxoQBXEmSJEmSJEmSJEkaEyMN4CZ5SpITk/w2yXVJLkjyr0keNST9zklOSHJZkmuTnJHkgCR3nOIcL0zyoyRXJ7kyyfIkT50i/QZJDk1ydpLrk/whyReT7DBFni2THJ3kd0luSLIiyRFJNpvZOyJJkiRJkiRJkiRpko0sgJvkfcDXgIcA3wA+BPwU2BP4QZLn96XfE/ge8Fjgy8BHgXWBDwLHDjnHYcAyYAvgU8DngR2BryZ59YD06wHfAv4WuKot07eBZwA/SbLTgDzbAacDLwJ+1JbnAuB1wA+T3GWab4kkSZIkSZIkSZKkCbfOKE6a5J7AG4H/Bf6iqv7Q2bcb8B3gnTQBV5JsTBOAvQVYWlU/abe/o027V5JnV9WxnePsDBwInA88vKoub7f/A03A9bAkX6uqFZ2ivQHYBTgO2Keqbm3zfAE4Hjg6yY697a2PAXcHXltVH+6c/3Dg9cC7gZfP4e2SJEmSJEmSJEmSNCFGNQL33u25T+sGbwGq6mRgJXC3zua92tfH9oK3bdrrgbe3L1/Rd45e0PTdveBtm2cFzejd9WhGzQKQJJ08b+4GaavqK8D3gfsDu3bybAvsDvSO2XUwcA2wb5KNBrwHkiRJkiRJkiRJknQbowrgngvcCDwiyV27O5I8FlhC8+jinse1628MONb3gGuBndtHIE8nz9f70gBsB2wFnFNVF04zT+/vE/tG5VJVK4EfABsCjxxwPEmSJEmSJEmSJEm6jZEEcKvqMuAtwD2AM5McleTvk3wROJFmHtqXdbLct12fM+BYNwMX0jwOeluAdsTrnwFXV9XFA4pwbrvefjrnmOc8kiRJkiRJkiRJkjTQSObABaiqI5KsAI4GXtrZdR6wrO/Rypu06yuHHK63fdNZpl+TeQZKcvqQXfdbuXIly5cvX90h1piVK1dyjw3gjTvePKv843QtGm7lypWA9bXYWc+TwXqeDNbzZLCeF7+1rY575ZUkSZIkSfNnVI9QJsmbgeOAZTSPL94IeChwAfBPSd4/k8O165phMWaSfjbnmG25JEmSJEmSJEmSJE2gkYzATbIUeB/w5ap6Q2fXT5M8g+aRxAcm+URVXcCqkaybMNjG7frKvvWw9INGzs70HLPNM1BVPXTQ9iSnL1my5CFLly5d3SHWmOXLl/Ori67ksP+ZXfNZ8byl81sgLYjeqI9xanuaf9bzZLCeJ4P1PBms58VvbavjJUuWjLoIkiRJkiQtOqMagfvUdn1y/46quhb4EU3Z/rLdfHa7vt1csknWAbYBbqYZvUtVXQNcBNw5yRYDzn+fdt2du3boOeY5jyRJkiRJkiRJkiQNNKoA7nrt+m5D9ve239iuv9Ou9xiQ9rHAhsApVXVDZ/tUeZ7UlwbgfODXwPZJtplmnl4Aevckt3kvkywBdgGuA04dcDxJkiRJkiRJkiRJuo1RBXC/3673T/Jn3R1JnkQT+LweOKXdfBxwCfDsJA/rpF0f+Lv25cf7zvGJdn1Qks06ebYGXgXcAHymt72qqpPn/d2AbJI9gccAZwLf7eQ5HzgR6B2z61CaeX0/244IliRJkiRJkiRJkqQpjWQOXJqA7LeBJwBnJfky8HtgB5rHKwd4a1VdClBVVyV5aZtveZJjgcuAvwbu227/QvcEVXVKksOBNwBnJDkOWBfYB9gceE1Vregr1+Ht+fcCTktyErAVsDdwLfDiqrq1L88raQLNRyZ5PHAWsBOwG82jkw+a7ZskSZIkSZIkSZIkabKMZARuGwR9MvB6mlGtzwAOBB4JnAA8sao+1JfneGBX4HvAs4DXADfRBGif3Y6g7T/PgcB+NMHh/YEXAL8AnlZVHxmQ/gaaoPI7gU3b8v0VcDzw8Ko6bUCe84GHActoArcHAtsBRwKP6gWhJUmSJEmSJEmSJGl1RjUCl6q6CTiiXaab5wc0gd+ZnOcY4JgZpL8OOLhdppvnN8CLZlIuSZIkSZIkSZIkSeo3qjlwJUmSJEmSJEmSJEl9DOBKkiRJkiRJkiRJ0pgwgCtJkiRJkiRJkiRJY8IAriRJkiRJkiRJkiSNCQO4kiRJkiRJkiRJkjQmDOBKkiRJkjRmkuyV/8/e3UdZVtZ3ov/+IuFFLBBz48SIhJdl40tIjC9BYYAGlfGFiE5gQBOG4MSXqKjQjvEGtWkT7hoVUFATMkaU6J0Bw6zg0qAXA5QQUbzgJEyCQ5uGjkpIiGKgeOsb5Ll/nH3M4Xiqu6osqN11Pp+1znrqPPv5PXvvs6t7dfW3nr2rPlRVV1fVXVXVqupT84zdu9s+3+vCreznxKr6WlXdXVV3VtVsVR21lfG7VNWGqrqpqu6vqtur6tNV9dSt1OxZVedX1d9X1Zaq2lxVH6yqPRb3qQAAAEyHHVb6AAAAAIAf8c4kv5jk7iTfSfKUBdT8VZJLJvT/9aTBVXVmknXd/B9NsmOS45N8tqpObq19eGz8Tkm+mOTgJNclOSfJk5Icm+SlVXVEa+3asZr9klyT5PFJPpPkfyf55SRvSfKiqjq4tfa9BZwbAADA1BDgAgAAQP+ckkGw+rdJDkty5QJq/rK1dvpCJq+qgzIIbzcleU5r7ftd//uTXJ/kzKr6XGtt80jZqRmEtxcnOa619mBXc1EGwfH5VXXAsL/z+xmEt29urX1oZP9nd+d4RpLXL+SYAQAApoVbKAMAAEDPtNaubK19s7XWHqZdDEPTM4bhbbffzUk+kmSnJCcN+6uqRmrePhrSttY+k+TqJE/LIGwe1uyb5MgkwzlHrU9yT5ITqmrXZTkjAACAVUKACwAAAKvDz1bV66rqd7r2F7Yy9oiu/cKEbZ8fG5Mk+yXZK8nG1totC6wZfn3Z2KrctNbmknw5yaOTPHcrxwkAADB13EIZAAAAVocXdq8fqqrZJCe21r410rdrkicmubu1dtuEeb7ZtWtG+vbv2o3z7HupNUd2NZfPM+aHqur6eTY9ZW5uLrOzs9uaYtWYm5tLkqk652nkOk8H13k6rMbrfNaas1b6EHpnz533TLJ8n81q+n5ZTVbjn2d+1HJe5+Fci2UFLgAAAGzf7k3yu0melWSP7jV8bu7aJJeP3aZ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      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 318,
       "width": 952
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1,2)\n",
    "fig.set_size_inches(16,5)\n",
    "ax1.hist(train['loss'], bins=50)\n",
    "ax1.set_title('Train Loss target histogram')\n",
    "ax1.grid(True)\n",
    "ax2.hist(np.log(train['loss']), bins=50, color='g')\n",
    "ax2.set_title(\"Train Log Loss target histogram\")\n",
    "ax2.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    数据loss对数化之后，是我们喜欢的分布类型。\n",
    "## 连续值特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDBE37208>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CC2DC5C48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CC33C1C88>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDAB6AE88>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA686C88>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA6BFB48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA6F8908>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA731788>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA73CF48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA777EC8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA7E0388>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA81A188>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA84FFC8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA887E88>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA8C0D08>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000013CDA8F9C88>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x864 with 16 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 698,
       "width": 946
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train[cont_features].hist(bins=50,figsize=(16,12))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13cc7dc8b88>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 523,
       "width": 851
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(16,9))\n",
    "correlation_mat = train[cont_features].corr()\n",
    "sns.heatmap(correlation_mat,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
